{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "440d361e-f41e-494a-98a3-aa87cf0087af",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2023-12-25T15:07:36.506833Z",
     "end_time": "2023-12-25T15:07:36.845088Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x800 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 正常显示中文标签\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "# 正常显示负号\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "# 自动适应布局，设置字体大小\n",
    "plt.rcParams.update({'figure.autolayout': True, 'font.size': 16})\n",
    "# 禁用科学计数法\n",
    "pd.set_option('display.float_format', lambda x: '%.2f' % x)\n",
    "\n",
    "# 读取数据\n",
    "sale = pd.read_excel('每月目标销售额和实际销售额.xlsx', index_col=0)\n",
    "# 提取数据\n",
    "x = np.arange(12) + 1\n",
    "y1 = sale['目标销售额']\n",
    "y2 = sale['实际销售额']\n",
    "# 计算目标完成率\n",
    "y3 = y2 / y1\n",
    "\n",
    "# 定义图像大小\n",
    "fig = plt.figure(figsize=(16, 8))\n",
    "ax1 = plt.subplot(111)\n",
    "# 柱形宽度\n",
    "bar_width = 0.35\n",
    "# 在主坐标轴绘制柱形图\n",
    "plt.bar(x, y1, bar_width, label='目标销售额')\n",
    "plt.bar(x + bar_width, y2, bar_width, label='实际销售额')\n",
    "# 设置坐标轴的取值范围，避免柱子过高而与图例重叠\n",
    "plt.ylim(0, max(y1.max(), y2.max()) * 1.2)\n",
    "# 设置图例\n",
    "ax1.legend(loc='upper left')\n",
    "# 设置横坐标的标签\n",
    "ax1.set_xticks(x)\n",
    "ax1.set_xticklabels(sale.index, rotation=0)\n",
    "\n",
    "# 在次坐标轴绘制折线图\n",
    "ax2 = plt.twinx()\n",
    "ax2.plot(x, y3, ls='-', lw=2, color='r', marker='o', label='目标完成率')\n",
    "# 设置次坐标轴的取值范围，避免折线图波动过大\n",
    "plt.ylim(0, 1.35)\n",
    "# 设置图例\n",
    "ax2.legend(loc='upper right')\n",
    "\n",
    "\n",
    "# 定义显示百分号的函数\n",
    "def to_percent(number, position=0):\n",
    "    return '%.f' % (number * 100) + '%'\n",
    "\n",
    "\n",
    "# 次坐标轴的标签显示百分号%\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(to_percent))\n",
    "\n",
    "# 设置标题\n",
    "plt.title('\\n每月销售目标达成情况\\n', fontsize=36, loc='center', color='k')\n",
    "plt.show()"
   ]
  }
 ],
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